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benedekrozemberczki / awesome-graph-classification

A collection of important graph embedding, classification and representation learning papers with implementations.

graph2vec classification-algorithm graph-kernels weisfeiler-lehman kernel-methods deep-graph-kernels netlsd graph-attention-model graph-attention-networks structural-attention attention-mechanism node2vec graph-embedding network-embedding node-embedding graph-representation-learning deepwalk graph-convolutional-networks

Python

4789

739

2 年前

benedekrozemberczki / pytorch_geometric_temporal

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

PyTorch graph-neural-networks temporal-networks temporal-graphs gcn graph-convolutional-networks 深度学习 network-science temporal-data node-embedding network-embedding graph-embedding spatial-data spatial-analysis spatio-temporal-analysis gnn graph-convolution

Python

2783

390

23 天前

benedekrozemberczki / karateclub

Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

community-detection graph-clustering deepwalk networkx louvain network-science 机器学习 unsupervised-learning gcn node2vec graph2vec supervised-learning scikit-learn graph-embedding network-embedding node-embedding

Python

2218

249

9 个月前

dsgiitr / graph_nets

PyTorch Implementation and Explanation of Graph Representation Learning papers: DeepWalk, GCN, GraphSAGE, ChebNet & GAT.

graph-representation-learning graph-convolutional-networks graph-attention-networks graph-embedding deepwalk node-embedding PyTorch

Jupyter Notebook

1187

227

23 天前

benedekrozemberczki / graph2vec

A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).

graph2vec subgraph2vec graph-wavelet graph-embedding node-embedding deepwalk word2vec node2vec struc2vec weisfeiler-lehman Kernel matrix-factorization 机器学习 unsupervised-learning transformer

Python

920

168

2 年前

benedekrozemberczki / littleballoffur

Little Ball of Fur - A graph sampling extension library for NetworKit and NetworkX (CIKM 2020)

graph random-walk node-embedding network-embedding graph-embedding sampling network-science 深度学习机器学习 graph-algorithms networkx

Python

709

1 年前

benedekrozemberczki / datasets

A repository of pretty cool datasets that I collected for network science and machine learning research.

network-science network-analysis 数据科学机器学习 gcn graph-embedding network-embedding community-detection graph-convolution node-embedding graph-neural-network gnn dimensionality-reduction deepwalk node2vec graph2vec benchmark dataset

629

1 年前

benedekrozemberczki / APPNP

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

gcn PyTorch graph-neural-network research 机器学习深度学习 deepwalk node2vec attention graph-embedding node-embedding iclr 深度神经网络 network-embedding

Python

368

2 年前

benedekrozemberczki / Splitter

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).

deepwalk PyTorch node2vec gensim 机器学习 word2vec factorization 深度学习深度神经网络 graph-neural-network node-embedding community-detection clustering network-embedding graph-embedding graph-representation-learning

Python

213

2 年前

benedekrozemberczki / DANMF

A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).

深度学习 autoencoder 机器学习数据科学 clustering community-detection nmf deepwalk node2vec mnmf node-embedding word2vec embedding scikit-learn unsupervised-learning dimensionality-reduction

Python

203

2 年前

benedekrozemberczki / MUSAE

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

node-embedding graph-embedding network-embedding gensim deepwalk node2vec word2vec embedding network-analysis 深度学习 graph-neural-network

Python

168

3 年前

benedekrozemberczki / role2vec

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

gensim struc2vec deepwalk node2vec network-embedding graph-embedding node-embedding PyTorch Tensorflow 机器学习 research scikit-learn weisfeiler-lehman graph-neural-network 深度学习 graph-wavelet network-science representation-learning word2vec

Python

167

2 年前

benedekrozemberczki / diff2vec

Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.

deepwalk node2vec struc2vec gensim Tensorflow unsupervised-learning graph-embedding node-embedding network-embedding embedding factorization diffusion 机器学习深度学习神经网络 complex-networks embeddings

Python

126

2 年前

VGraphRNN / VGRNN

Variational Graph Recurrent Neural Networks - PyTorch

variational-autoencoder representation-learning variational-inference graph-convolutional-networks graph-embedding node-embedding graph-neural-networks graph-neural-network variational-autoencoders graph-representation-learning

Python

115

5 年前

benedekrozemberczki / walklets

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

embedding deepwalk multiscale node-embedding graph-embedding 机器学习 dimensionality-reduction word2vec node2vec word-embedding gensim graph-neural-networks graph-convolution 深度学习

Python

105

2 年前

benedekrozemberczki / tigerlily

TigerLily: Finding drug interactions in silico with the Graph.

Node.js embedding node-embedding graph-embedding gradient-boosting graph network-science biology knowledge-graph 深度学习机器学习 unsupervised-learning graph-database

Jupyter Notebook

2 年前

GemsLab / REGAL

Representation learning-based graph alignment based on implicit matrix factorization and structural embeddings

representation-learning network-embedding matrix-factorization scalability node-embedding

Python

4 年前

benedekrozemberczki / ASNE

A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).

node2vec deepwalk node-embedding graph-embedding network-embedding word2vec Tensorflow embedding dimensionality-reduction 数据科学 representation-learning factorization feature-extraction

Python

2 年前

benedekrozemberczki / TENE

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

深度学习 network-embedding 机器学习 node-embedding deepwalk node2vec graph-convolution graph-neural-network matrix-factorization feature-extraction pattern-recognition Tensorflow PyTorch graph-embedding

Python

3 年前

benedekrozemberczki / SINE

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).

deepwalk node2vec 机器学习深度学习 network-embedding graph-embedding node-embedding PyTorch torch Tensorflow scikit-learn unsupervised-learning dimensionality-reduction networkx gensim

Python

2 年前